Dataset statistics
| Number of variables | 9 |
|---|---|
| Number of observations | 100000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 6.9 MiB |
| Average record size in memory | 72.0 B |
Variable types
| Numeric | 9 |
|---|
mom has unique values | Unique |
H has unique values | Unique |
kb has unique values | Unique |
T has unique values | Unique |
alpha has unique values | Unique |
epsilon has unique values | Unique |
c has unique values | Unique |
M has unique values | Unique |
target has unique values | Unique |
Reproduction
| Analysis started | 2021-07-29 22:51:11.309357 |
|---|---|
| Analysis finished | 2021-07-29 23:03:49.879172 |
| Duration | 12 minutes and 38.57 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 100000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.998314767 |
| Minimum | 1.000007326 |
|---|---|
| Maximum | 2.999964123 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 1.000007326 |
|---|---|
| 5-th percentile | 1.101006539 |
| Q1 | 1.499464079 |
| median | 1.995703296 |
| Q3 | 2.497403455 |
| 95-th percentile | 2.900007595 |
| Maximum | 2.999964123 |
| Range | 1.999956797 |
| Interquartile range (IQR) | 0.9979393756 |
Descriptive statistics
| Standard deviation | 0.5769775785 |
|---|---|
| Coefficient of variation (CV) | 0.2887320797 |
| Kurtosis | -1.197068933 |
| Mean | 1.998314767 |
| Median Absolute Deviation (MAD) | 0.4990728732 |
| Skewness | 0.006722413778 |
| Sum | 199831.4767 |
| Variance | 0.3329031261 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.081295612 | 1 | < 0.1% |
| 1.859605629 | 1 | < 0.1% |
| 2.941068269 | 1 | < 0.1% |
| 2.937622429 | 1 | < 0.1% |
| 1.486940567 | 1 | < 0.1% |
| 1.940567196 | 1 | < 0.1% |
| 2.262560226 | 1 | < 0.1% |
| 1.757647755 | 1 | < 0.1% |
| 2.071346001 | 1 | < 0.1% |
| 2.826883691 | 1 | < 0.1% |
| Other values (99990) | 99990 |
| Value | Count | Frequency (%) |
| 1.000007326 | 1 | |
| 1.000010685 | 1 | |
| 1.000015456 | 1 | |
| 1.000017406 | 1 | |
| 1.000019461 | 1 | |
| 1.000048249 | 1 | |
| 1.000102926 | 1 | |
| 1.000110019 | 1 | |
| 1.00011119 | 1 | |
| 1.000111359 | 1 |
| Value | Count | Frequency (%) |
| 2.999964123 | 1 | |
| 2.999950689 | 1 | |
| 2.999943563 | 1 | |
| 2.999942708 | 1 | |
| 2.999920199 | 1 | |
| 2.999915337 | 1 | |
| 2.999872796 | 1 | |
| 2.999861184 | 1 | |
| 2.999832754 | 1 | |
| 2.999826594 | 1 |
| Distinct | 100000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.000277795 |
| Minimum | 1.000006603 |
|---|---|
| Maximum | 2.9999836 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 1.000006603 |
|---|---|
| 5-th percentile | 1.101208682 |
| Q1 | 1.501387305 |
| median | 2.000958697 |
| Q3 | 2.501191273 |
| 95-th percentile | 2.8992482 |
| Maximum | 2.9999836 |
| Range | 1.999976997 |
| Interquartile range (IQR) | 0.9998039676 |
Descriptive statistics
| Standard deviation | 0.5769446984 |
|---|---|
| Coefficient of variation (CV) | 0.2884322868 |
| Kurtosis | -1.199456071 |
| Mean | 2.000277795 |
| Median Absolute Deviation (MAD) | 0.4998289427 |
| Skewness | -0.002279445119 |
| Sum | 200027.7795 |
| Variance | 0.332865185 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.424126656 | 1 | < 0.1% |
| 2.306274751 | 1 | < 0.1% |
| 1.268070188 | 1 | < 0.1% |
| 2.775810232 | 1 | < 0.1% |
| 2.651563751 | 1 | < 0.1% |
| 1.690599006 | 1 | < 0.1% |
| 2.356853666 | 1 | < 0.1% |
| 2.075237762 | 1 | < 0.1% |
| 2.445880118 | 1 | < 0.1% |
| 1.677172065 | 1 | < 0.1% |
| Other values (99990) | 99990 |
| Value | Count | Frequency (%) |
| 1.000006603 | 1 | |
| 1.000023352 | 1 | |
| 1.000044225 | 1 | |
| 1.000082557 | 1 | |
| 1.00013605 | 1 | |
| 1.000142653 | 1 | |
| 1.000145942 | 1 | |
| 1.000163377 | 1 | |
| 1.000183044 | 1 | |
| 1.000193448 | 1 |
| Value | Count | Frequency (%) |
| 2.9999836 | 1 | |
| 2.999977043 | 1 | |
| 2.999940004 | 1 | |
| 2.999923125 | 1 | |
| 2.999908848 | 1 | |
| 2.999876041 | 1 | |
| 2.999822629 | 1 | |
| 2.999781439 | 1 | |
| 2.999745782 | 1 | |
| 2.999704391 | 1 |
| Distinct | 100000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.999664091 |
| Minimum | 1.000006079 |
|---|---|
| Maximum | 2.999973576 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 1.000006079 |
|---|---|
| 5-th percentile | 1.097531127 |
| Q1 | 1.497906507 |
| median | 2.001051257 |
| Q3 | 2.501083124 |
| 95-th percentile | 2.900726054 |
| Maximum | 2.999973576 |
| Range | 1.999967498 |
| Interquartile range (IQR) | 1.003176617 |
Descriptive statistics
| Standard deviation | 0.5780667973 |
|---|---|
| Coefficient of variation (CV) | 0.2890819512 |
| Kurtosis | -1.201562493 |
| Mean | 1.999664091 |
| Median Absolute Deviation (MAD) | 0.5015158163 |
| Skewness | -0.003837531801 |
| Sum | 199966.4091 |
| Variance | 0.3341612222 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.902341582 | 1 | < 0.1% |
| 2.718803342 | 1 | < 0.1% |
| 2.358496618 | 1 | < 0.1% |
| 2.156577091 | 1 | < 0.1% |
| 2.223193831 | 1 | < 0.1% |
| 1.361984751 | 1 | < 0.1% |
| 2.601733348 | 1 | < 0.1% |
| 1.217014108 | 1 | < 0.1% |
| 2.996379047 | 1 | < 0.1% |
| 2.486785198 | 1 | < 0.1% |
| Other values (99990) | 99990 |
| Value | Count | Frequency (%) |
| 1.000006079 | 1 | |
| 1.000011546 | 1 | |
| 1.000016128 | 1 | |
| 1.000026043 | 1 | |
| 1.00004564 | 1 | |
| 1.000068599 | 1 | |
| 1.000081837 | 1 | |
| 1.000128466 | 1 | |
| 1.000167171 | 1 | |
| 1.000177985 | 1 |
| Value | Count | Frequency (%) |
| 2.999973576 | 1 | |
| 2.999928461 | 1 | |
| 2.999908116 | 1 | |
| 2.999894317 | 1 | |
| 2.999850608 | 1 | |
| 2.999780991 | 1 | |
| 2.999756824 | 1 | |
| 2.99974752 | 1 | |
| 2.999727715 | 1 | |
| 2.999719313 | 1 |
| Distinct | 100000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.999451936 |
| Minimum | 1.000018663 |
|---|---|
| Maximum | 2.999995235 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 1.000018663 |
|---|---|
| 5-th percentile | 1.100649651 |
| Q1 | 1.499230787 |
| median | 1.998977037 |
| Q3 | 2.500621899 |
| 95-th percentile | 2.899083054 |
| Maximum | 2.999995235 |
| Range | 1.999976572 |
| Interquartile range (IQR) | 1.001391113 |
Descriptive statistics
| Standard deviation | 0.5771326771 |
|---|---|
| Coefficient of variation (CV) | 0.2886454367 |
| Kurtosis | -1.200633786 |
| Mean | 1.999451936 |
| Median Absolute Deviation (MAD) | 0.5008146359 |
| Skewness | 0.001877858834 |
| Sum | 199945.1936 |
| Variance | 0.333082127 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.700580462 | 1 | < 0.1% |
| 1.945195259 | 1 | < 0.1% |
| 1.445083652 | 1 | < 0.1% |
| 2.106924544 | 1 | < 0.1% |
| 1.36126377 | 1 | < 0.1% |
| 2.208342993 | 1 | < 0.1% |
| 2.233234203 | 1 | < 0.1% |
| 2.303667114 | 1 | < 0.1% |
| 1.895021608 | 1 | < 0.1% |
| 2.920550798 | 1 | < 0.1% |
| Other values (99990) | 99990 |
| Value | Count | Frequency (%) |
| 1.000018663 | 1 | |
| 1.000039099 | 1 | |
| 1.000050077 | 1 | |
| 1.000137608 | 1 | |
| 1.000177211 | 1 | |
| 1.000210293 | 1 | |
| 1.000212096 | 1 | |
| 1.000213335 | 1 | |
| 1.000220801 | 1 | |
| 1.000255928 | 1 |
| Value | Count | Frequency (%) |
| 2.999995235 | 1 | |
| 2.999924543 | 1 | |
| 2.999922352 | 1 | |
| 2.99989289 | 1 | |
| 2.999888958 | 1 | |
| 2.999885833 | 1 | |
| 2.999869937 | 1 | |
| 2.999846684 | 1 | |
| 2.999846255 | 1 | |
| 2.999813903 | 1 |
| Distinct | 100000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.00296784 |
| Minimum | 1.000019169 |
|---|---|
| Maximum | 2.999985175 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 1.000019169 |
|---|---|
| 5-th percentile | 1.100726227 |
| Q1 | 1.504414796 |
| median | 2.003308665 |
| Q3 | 2.504705093 |
| 95-th percentile | 2.899525538 |
| Maximum | 2.999985175 |
| Range | 1.999966006 |
| Interquartile range (IQR) | 1.000290297 |
Descriptive statistics
| Standard deviation | 0.5773800871 |
|---|---|
| Coefficient of variation (CV) | 0.2882622854 |
| Kurtosis | -1.200452236 |
| Mean | 2.00296784 |
| Median Absolute Deviation (MAD) | 0.500126335 |
| Skewness | -0.005681174021 |
| Sum | 200296.784 |
| Variance | 0.333367765 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.697671259 | 1 | < 0.1% |
| 1.703578774 | 1 | < 0.1% |
| 1.814958376 | 1 | < 0.1% |
| 1.561881766 | 1 | < 0.1% |
| 1.204261438 | 1 | < 0.1% |
| 1.89122708 | 1 | < 0.1% |
| 1.787403106 | 1 | < 0.1% |
| 1.313801147 | 1 | < 0.1% |
| 1.493028789 | 1 | < 0.1% |
| 2.074259845 | 1 | < 0.1% |
| Other values (99990) | 99990 |
| Value | Count | Frequency (%) |
| 1.000019169 | 1 | |
| 1.000101758 | 1 | |
| 1.000115946 | 1 | |
| 1.00012766 | 1 | |
| 1.000138537 | 1 | |
| 1.000141755 | 1 | |
| 1.000148986 | 1 | |
| 1.00016009 | 1 | |
| 1.000186248 | 1 | |
| 1.000215131 | 1 |
| Value | Count | Frequency (%) |
| 2.999985175 | 1 | |
| 2.999984841 | 1 | |
| 2.999960273 | 1 | |
| 2.999939996 | 1 | |
| 2.999922032 | 1 | |
| 2.999918533 | 1 | |
| 2.999883856 | 1 | |
| 2.99984148 | 1 | |
| 2.999824091 | 1 | |
| 2.999781992 | 1 |
| Distinct | 100000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.001936592 |
| Minimum | 1.000010914 |
|---|---|
| Maximum | 2.999976647 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 1.000010914 |
|---|---|
| 5-th percentile | 1.101982641 |
| Q1 | 1.504755553 |
| median | 2.003147515 |
| Q3 | 2.500188116 |
| 95-th percentile | 2.900543503 |
| Maximum | 2.999976647 |
| Range | 1.999965733 |
| Interquartile range (IQR) | 0.9954325633 |
Descriptive statistics
| Standard deviation | 0.5770341133 |
|---|---|
| Coefficient of variation (CV) | 0.288237957 |
| Kurtosis | -1.197050455 |
| Mean | 2.001936592 |
| Median Absolute Deviation (MAD) | 0.4975927564 |
| Skewness | -0.004307513427 |
| Sum | 200193.6592 |
| Variance | 0.3329683679 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.668550752 | 1 | < 0.1% |
| 1.385061933 | 1 | < 0.1% |
| 1.956570726 | 1 | < 0.1% |
| 1.42918159 | 1 | < 0.1% |
| 2.189713989 | 1 | < 0.1% |
| 1.792979156 | 1 | < 0.1% |
| 1.506105737 | 1 | < 0.1% |
| 1.932276804 | 1 | < 0.1% |
| 1.526582479 | 1 | < 0.1% |
| 1.00400023 | 1 | < 0.1% |
| Other values (99990) | 99990 |
| Value | Count | Frequency (%) |
| 1.000010914 | 1 | |
| 1.000011458 | 1 | |
| 1.000013101 | 1 | |
| 1.000013751 | 1 | |
| 1.000074151 | 1 | |
| 1.000106882 | 1 | |
| 1.00012825 | 1 | |
| 1.000141277 | 1 | |
| 1.000158172 | 1 | |
| 1.000165546 | 1 |
| Value | Count | Frequency (%) |
| 2.999976647 | 1 | |
| 2.999972075 | 1 | |
| 2.999879422 | 1 | |
| 2.999873199 | 1 | |
| 2.999864426 | 1 | |
| 2.999840739 | 1 | |
| 2.99980126 | 1 | |
| 2.999786044 | 1 | |
| 2.999777702 | 1 | |
| 2.999764378 | 1 |
| Distinct | 100000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.000258854 |
| Minimum | 1.000001234 |
|---|---|
| Maximum | 2.999981122 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 1.000001234 |
|---|---|
| 5-th percentile | 1.100214581 |
| Q1 | 1.500595888 |
| median | 2.00092198 |
| Q3 | 2.500080624 |
| 95-th percentile | 2.899058941 |
| Maximum | 2.999981122 |
| Range | 1.999979888 |
| Interquartile range (IQR) | 0.9994847367 |
Descriptive statistics
| Standard deviation | 0.5775194219 |
|---|---|
| Coefficient of variation (CV) | 0.2887223425 |
| Kurtosis | -1.201530232 |
| Mean | 2.000258854 |
| Median Absolute Deviation (MAD) | 0.499669616 |
| Skewness | -0.001205477926 |
| Sum | 200025.8854 |
| Variance | 0.3335286827 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.521742711 | 1 | < 0.1% |
| 2.100211915 | 1 | < 0.1% |
| 1.831963905 | 1 | < 0.1% |
| 2.620927032 | 1 | < 0.1% |
| 2.341574125 | 1 | < 0.1% |
| 1.968436669 | 1 | < 0.1% |
| 1.167589099 | 1 | < 0.1% |
| 1.492151715 | 1 | < 0.1% |
| 1.088750991 | 1 | < 0.1% |
| 1.300585939 | 1 | < 0.1% |
| Other values (99990) | 99990 |
| Value | Count | Frequency (%) |
| 1.000001234 | 1 | |
| 1.000003634 | 1 | |
| 1.000016867 | 1 | |
| 1.000028394 | 1 | |
| 1.000041016 | 1 | |
| 1.00009372 | 1 | |
| 1.000147196 | 1 | |
| 1.000163076 | 1 | |
| 1.000165794 | 1 | |
| 1.00020175 | 1 |
| Value | Count | Frequency (%) |
| 2.999981122 | 1 | |
| 2.999977668 | 1 | |
| 2.999970992 | 1 | |
| 2.999937188 | 1 | |
| 2.99985847 | 1 | |
| 2.999816585 | 1 | |
| 2.999808522 | 1 | |
| 2.999788161 | 1 | |
| 2.999770837 | 1 | |
| 2.999736329 | 1 |
| Distinct | 100000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.998606848 |
| Minimum | 1.000007373 |
|---|---|
| Maximum | 2.999972 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 1.000007373 |
|---|---|
| 5-th percentile | 1.099773944 |
| Q1 | 1.50115999 |
| median | 1.998992608 |
| Q3 | 2.494884231 |
| 95-th percentile | 2.899180721 |
| Maximum | 2.999972 |
| Range | 1.999964627 |
| Interquartile range (IQR) | 0.9937242411 |
Descriptive statistics
| Standard deviation | 0.5758879137 |
|---|---|
| Coefficient of variation (CV) | 0.2881446714 |
| Kurtosis | -1.191706292 |
| Mean | 1.998606848 |
| Median Absolute Deviation (MAD) | 0.4970066784 |
| Skewness | -0.001208492651 |
| Sum | 199860.6848 |
| Variance | 0.3316468891 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.807999016 | 1 | < 0.1% |
| 1.137648444 | 1 | < 0.1% |
| 1.164391258 | 1 | < 0.1% |
| 2.967194518 | 1 | < 0.1% |
| 2.822924137 | 1 | < 0.1% |
| 2.844821783 | 1 | < 0.1% |
| 2.139546421 | 1 | < 0.1% |
| 2.325685516 | 1 | < 0.1% |
| 2.848525391 | 1 | < 0.1% |
| 1.217145238 | 1 | < 0.1% |
| Other values (99990) | 99990 |
| Value | Count | Frequency (%) |
| 1.000007373 | 1 | |
| 1.000031073 | 1 | |
| 1.000039565 | 1 | |
| 1.000041989 | 1 | |
| 1.000092743 | 1 | |
| 1.00011116 | 1 | |
| 1.000168594 | 1 | |
| 1.000175758 | 1 | |
| 1.000195262 | 1 | |
| 1.000195342 | 1 |
| Value | Count | Frequency (%) |
| 2.999972 | 1 | |
| 2.999965514 | 1 | |
| 2.999932439 | 1 | |
| 2.999932247 | 1 | |
| 2.999930564 | 1 | |
| 2.999920713 | 1 | |
| 2.999902065 | 1 | |
| 2.999901934 | 1 | |
| 2.999889035 | 1 | |
| 2.999882371 | 1 |
| Distinct | 100000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.646811558 |
| Minimum | 0.1428945512 |
|---|---|
| Maximum | 16.33009472 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0.1428945512 |
|---|---|
| 5-th percentile | 0.4885406578 |
| Q1 | 0.8848186908 |
| median | 1.352321867 |
| Q3 | 2.078812234 |
| 95-th percentile | 3.797308739 |
| Maximum | 16.33009472 |
| Range | 16.18720017 |
| Interquartile range (IQR) | 1.193993543 |
Descriptive statistics
| Standard deviation | 1.116606794 |
|---|---|
| Coefficient of variation (CV) | 0.6780416307 |
| Kurtosis | 7.473224842 |
| Mean | 1.646811558 |
| Median Absolute Deviation (MAD) | 0.549821188 |
| Skewness | 2.076352646 |
| Sum | 164681.1558 |
| Variance | 1.246810733 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.5482852467 | 1 | < 0.1% |
| 0.9224902486 | 1 | < 0.1% |
| 1.371982856 | 1 | < 0.1% |
| 2.099813049 | 1 | < 0.1% |
| 1.441915341 | 1 | < 0.1% |
| 1.590418638 | 1 | < 0.1% |
| 1.643064088 | 1 | < 0.1% |
| 1.746269037 | 1 | < 0.1% |
| 1.749569215 | 1 | < 0.1% |
| 1.231430373 | 1 | < 0.1% |
| Other values (99990) | 99990 |
| Value | Count | Frequency (%) |
| 0.1428945512 | 1 | |
| 0.164740214 | 1 | |
| 0.1718561547 | 1 | |
| 0.1801910728 | 1 | |
| 0.1806960666 | 1 | |
| 0.1814335642 | 1 | |
| 0.1826180959 | 1 | |
| 0.1845500895 | 1 | |
| 0.1847516913 | 1 | |
| 0.1875228798 | 1 |
| Value | Count | Frequency (%) |
| 16.33009472 | 1 | |
| 15.78602594 | 1 | |
| 14.44828827 | 1 | |
| 13.8324265 | 1 | |
| 12.78697804 | 1 | |
| 12.08250722 | 1 | |
| 12.00962138 | 1 | |
| 11.91052304 | 1 | |
| 11.75075888 | 1 | |
| 11.73132325 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| mom | H | kb | T | alpha | epsilon | c | M | target | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | 1.081296 | 2.424127 | 1.902342 | 2.700580 | 1.697671 | 2.668551 | 2.521743 | 1.807999 | 0.548285 |
| 1 | 2.620698 | 2.101335 | 1.079778 | 1.898976 | 2.460185 | 1.897906 | 1.980352 | 2.011929 | 3.535639 |
| 2 | 2.432399 | 1.851076 | 2.615776 | 2.654874 | 1.611634 | 2.206519 | 2.412531 | 1.373349 | 0.708722 |
| 3 | 1.009300 | 2.462704 | 1.510319 | 2.205194 | 1.051118 | 1.772335 | 1.937037 | 2.384053 | 0.860502 |
| 4 | 2.636281 | 2.658475 | 2.515858 | 1.996559 | 2.402021 | 2.742723 | 2.508219 | 1.058064 | 1.472565 |
| 5 | 2.147707 | 1.685052 | 2.600202 | 2.633075 | 2.238198 | 1.992941 | 2.474755 | 1.455075 | 0.612290 |
| 6 | 2.648033 | 2.591803 | 1.913813 | 2.346977 | 2.831006 | 1.082125 | 1.553562 | 2.723091 | 3.268114 |
| 7 | 2.828723 | 1.144820 | 1.214388 | 2.784606 | 2.971504 | 1.894901 | 1.721281 | 2.068184 | 1.873331 |
| 8 | 1.346507 | 2.739145 | 2.667903 | 2.751982 | 2.840594 | 1.699847 | 2.325087 | 2.207603 | 0.627503 |
| 9 | 2.445311 | 1.055231 | 1.292705 | 1.881374 | 2.052537 | 2.967502 | 2.785613 | 1.110098 | 1.160469 |
Last rows
| mom | H | kb | T | alpha | epsilon | c | M | target | |
|---|---|---|---|---|---|---|---|---|---|
| 99990 | 1.910313 | 1.747988 | 1.185580 | 2.641021 | 2.493950 | 1.602789 | 1.429921 | 1.214617 | 1.630384 |
| 99991 | 2.420408 | 2.759107 | 1.606822 | 1.780274 | 1.744528 | 1.465077 | 2.495411 | 2.124101 | 2.678217 |
| 99992 | 2.118228 | 2.475528 | 1.087731 | 1.411039 | 2.609788 | 2.819928 | 1.358621 | 1.371053 | 4.365207 |
| 99993 | 2.585633 | 2.196994 | 2.427469 | 1.584575 | 2.981293 | 1.802577 | 2.502102 | 2.815915 | 1.976884 |
| 99994 | 1.434012 | 1.927700 | 1.837275 | 2.359390 | 1.687435 | 1.105714 | 1.848463 | 2.741215 | 1.042731 |
| 99995 | 1.217756 | 2.251247 | 2.909458 | 1.962809 | 1.484060 | 1.727879 | 2.662819 | 1.002686 | 0.505957 |
| 99996 | 2.117037 | 1.969217 | 1.135654 | 2.207878 | 2.938357 | 1.933126 | 2.428045 | 2.867159 | 2.286801 |
| 99997 | 2.860286 | 1.835875 | 1.579551 | 1.059306 | 1.427857 | 1.355609 | 2.937692 | 2.136951 | 3.584167 |
| 99998 | 1.889388 | 1.993289 | 2.042811 | 2.843807 | 1.303391 | 1.923549 | 1.395514 | 2.456849 | 0.926300 |
| 99999 | 2.930100 | 2.439932 | 1.088715 | 2.765666 | 2.458170 | 2.109990 | 1.549132 | 2.935654 | 3.761204 |